Peru, Colca Canyon, Arequipa The Colca Canyon is in southern Peru about 100 miles k) NW of Arequipa. It is more than twice as deep as the Grand Canyon in the US m. However, the canyon's walls are not as vertical as those of the Grand Canyon.